20230622_podocyteMorphomics

library(knitr)
library(tidyverse)

devtools::load_all("D:/source/SpatialPathomicsToolkit")

Load Data

dataDir="d:\\workSync\\HaichunYang\\202306_podocyteMorphomics\\202309_data\\"
setwd(dataDir)

files=list.files(pattern="*.csv")
samples=gsub("_.*","",files)
samples=gsub("6793-","",samples)
celltypes=sapply(strsplit(files,"_"),function(x) x[2])

metaTable=data.frame(Sample=samples,File=files,CellType=celltypes,stringsAsFactors=FALSE)
featureDataAll=ReadMorphomicFeatures(metaTable)

Data Transformation

#temp=DataSelection(featureDataAll,featureType=c("AreaShape","Intensity"))
featureDataAllNormlized=MorphomicFeaturesNormlization(featureDataAll)

## [1] "Remove variables less than 10 unique values"
## [1] "16 features removed"
## [1] "Number of features after selection:"
## 
##          AreaShape        Granularity          Intensity          Neighbors RadialDistribution            Texture 
##                104                  9                 15                  7                 67                 52 
## [1] "Remove variables with NA"
## [1] "3 features removed"
## [1] "AngleBetweenNeighbors_Expanded;FirstClosestDistance_Expanded;SecondClosestDistance_Expanded"
## [1] "Number of features after selection:"
## 
##          AreaShape        Granularity          Intensity          Neighbors RadialDistribution            Texture 
##                104                  9                 15                  4                 67                 52 
## [1] "Remove variables less than 2% subjects with unique values"
## [1] "1 features removed"
## [1] "X9"
## [1] "Number of features after selection:"
## 
##          AreaShape        Granularity          Intensity          Neighbors RadialDistribution            Texture 
##                104                  8                 15                  4                 67                 52

## 
## Attaching package: 'MASS'

## The following object is masked from 'package:dplyr':
## 
##     select

## [1] "Normalization done"

Data Describe

library(Hmisc)

Raw

varForTable1=colnames(featureDataAllNormlized[["FeatureData"]])
s=describe(featureDataAllNormlized[["FeatureData"]][,varForTable1])
html(s, exclude1=FALSE,  what=c('%'),digits=3, prmsd=TRUE)

Transformation summary

print(table(featureDataAllNormlized[["FeatureDataNormlizedSummary"]]$note))

## 
##                          BoxCox (1)                    Boxcox trans.(2)                          Log trans.                            Raw data Raw due to fail in Boxcox trans.(2) 
##                                  19                                  20                                  88                                 120                                   3

After data Transformation

varForTable1=colnames(featureDataAllNormlized[["FeatureDataNormlized"]])
s=describe(featureDataAllNormlized[["FeatureDataNormlized"]][,varForTable1])
html(s, exclude1=FALSE,  what=c('%'),digits=3, prmsd=TRUE)

featureDataAllNormlized[["FeatureDataNormlized"]][, varForTable1] Descriptives

featureDataAllNormlized[["FeatureDataNormlized"]][, varForTable1]

250 Variables 5907 Observations

Area

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	521	1	5.183	0.5298	4.489	4.595	4.828	5.112	5.489	5.829	6.050

lowest : 4.369448 4.382027 4.394449 4.406719 4.418841 , highest: 6.941190 6.954639 6.965080 7.119636 7.126087

BoundingBoxArea

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	390	1	5.695	0.5722	4.970	5.106	5.338	5.598	5.995	6.423	6.664

lowest : 4.430817 4.584967 4.644391 4.682131 4.700480 , highest: 7.521859 7.567863 7.821643 8.083329 8.094378

BoundingBoxMaximum_X

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	401	1	258.6	107.5	93.0	132.0	194.0	260.0	325.0	382.0	408.7

lowest : 13 15 16 17 18 , highest: 483 484 485 486 509

BoundingBoxMaximum_Y

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	385	1	254.1	109.1	92	123	189	251	324	384	402

lowest : 14 18 23 24 25 , highest: 458 465 476 502 503

BoundingBoxMinimum_X

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	398	1	240.3	107.2	75	119	177	240	308	363	391

lowest : 1 2 3 6 7 , highest: 461 469 475 477 499

BoundingBoxMinimum_Y

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	393	1	236	109.6	74.0	105.6	169.0	231.0	306.0	369.0	385.0

lowest : 3 4 5 6 8 , highest: 451 458 484 485 486

Center_X

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4976	1	248.9	107.3	83.64	124.92	184.04	249.98	315.63	371.99	396.79

lowest :	6.198347	6.509091	6.855769	7.778481	7.797468
highest:	480.590361	480.904762	503.081818	503.107143	503.574468

Center_Y

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4975	1	244.6	109.4	81.65	114.24	177.77	241.05	315.21	376.09	394.65

lowest :	7.705882	9.281081	11.211055	11.308333	13.236025
highest:	494.309735	494.366071	494.443478	494.598214	495.080000

CentralMoment_0_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	521	1	5.183	0.5298	4.489	4.595	4.828	5.112	5.489	5.829	6.050

lowest : 4.369448 4.382027 4.394449 4.406719 4.418841 , highest: 6.941190 6.954639 6.965080 7.119636 7.126087

CentralMoment_0_1

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0        685          1 -2.771e-15  1.681e-13 -2.416e-13 
        .10        .25        .50        .75        .90        .95 
 -1.492e-13 -5.684e-14 -3.553e-15  4.974e-14  1.421e-13  2.333e-13

lowest :	-3.197442e-12	-1.520561e-12	-1.509903e-12	-1.453060e-12	-1.449507e-12
highest:	2.064127e-12	2.078338e-12	2.113865e-12	2.589928e-12	3.154810e-12

CentralMoment_0_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4982	1	8.059	1.176	6.494	6.786	7.324	7.944	8.716	9.518	9.919

lowest :	4.761767	5.204816	5.209226	5.389015	5.393956
highest:	11.603862	11.605448	11.614041	11.662781	11.732147

CentralMoment_0_3

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4984         1 275854704   9322460 265999947 271067834 
       .25       .50       .75       .90       .95 
 274426642 275577873 276467256 279726680 287567799

lowest :	2.133399e+01	5.093596e+06	2.414553e+07	8.930083e+07	9.486748e+07
highest:	5.006547e+08	5.165159e+08	5.785150e+08	6.260035e+08	6.699750e+08

CentralMoment_1_0

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0        139      0.993 -7.584e-06  2.645e-13 -7.584e-06 
        .10        .25        .50        .75        .90        .95 
 -7.584e-06 -7.584e-06 -7.584e-06 -7.584e-06 -7.584e-06 -7.584e-06

lowest :	-7.583571e-06	-7.583566e-06	-7.583566e-06	-7.583566e-06	-7.583566e-06
highest:	-7.583560e-06	-7.583559e-06	-7.583558e-06	-7.583558e-06	-7.583558e-06

CentralMoment_1_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4983	1	4719	224.9	4444	4573	4662	4713	4760	4868	5031

lowest :	1.057654	52.650175	261.289521	484.906931	883.862179
highest:	8319.800799	8495.309601	8744.160602	12758.907801	14335.371855

CentralMoment_1_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	143549	5765	136903	140865	142733	143443	144106	146254	149975

lowest :	5.333749e+00	3.301645e+03	7.178802e+03	2.142445e+04	3.248488e+04
highest:	3.060710e+05	3.188050e+05	3.190952e+05	3.502676e+05	3.709935e+05

CentralMoment_1_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  1080586    33257  1053681  1069036  1076038 
      .50      .75      .90      .95 
  1078118  1080678  1091136  1117197

lowest :	157.4436	12152.1888	46428.0442	102376.0039	153294.0795
highest:	2094586.0502	2205291.2599	2315735.8353	2727444.2793	3107550.0877

CentralMoment_2_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4979	1	8.03	1.177	6.462	6.788	7.298	7.896	8.675	9.433	9.939

lowest :	4.955035	5.133768	5.235870	5.273000	5.363916
highest:	11.860893	12.049390	12.059945	13.093819	13.339826

CentralMoment_2_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  1127659    24840  1099163  1116098  1123924 
      .50      .75      .90      .95 
  1127038  1130213  1139255  1156025

lowest :	9.069819e+00	4.025250e+05	5.028887e+05	5.433055e+05	5.853744e+05
highest:	1.770926e+06	1.974962e+06	2.026502e+06	2.094754e+06	2.195574e+06

CentralMoment_2_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	10.79	1.661	8.719	9.073	9.721	10.573	11.726	12.863	13.599

lowest :	7.717683	7.859075	7.861485	7.862306	7.866648
highest:	16.238123	16.274217	16.417687	17.626608	17.878274

CentralMoment_2_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 86686903  1080979 86060015 86456516 86617985 
      .50      .75      .90      .95 
 86645943 86675726 86824284 87199969

lowest :	2.253199e+03	1.162562e+07	3.164994e+07	3.437164e+07	3.563242e+07
highest:	1.444753e+08	1.455088e+08	1.460455e+08	1.847391e+08	1.952641e+08

Compactness

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4777        1   0.4398   0.3173  0.07902  0.11869  0.21601 
      .50      .75      .90      .95 
  0.38062  0.61888  0.85082  0.98835

lowest :	-0.078897861	-0.024854566	-0.011260624	-0.008339671	-0.006162433
highest:	1.542039734	1.552855541	1.555684069	1.558025597	1.760818579

ConvexArea

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	622	1	5.349	0.5404	4.673	4.779	4.990	5.257	5.644	6.021	6.254

lowest : 4.382027 4.406719 4.442651 4.465908 4.477337 , highest: 7.085901 7.110696 7.438972 7.439559 7.461066

Eccentricity

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	0.7695	0.1643	0.4699	0.5510	0.6831	0.8047	0.8843	0.9342	0.9522

lowest :	0.1725554	0.1869534	0.1925652	0.1943113	0.1945382
highest:	0.9871387	0.9879389	0.9881457	0.9903910	0.9948860

EquivalentDiameter

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	521	1	2.713	0.2649	2.365	2.418	2.535	2.677	2.865	3.035	3.146

lowest : 2.305506 2.311796 2.318007 2.324142 2.330203 , highest: 3.591377 3.598102 3.603322 3.680600 3.683826

Extent

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	3018	1	0.6124	0.1348	0.3959	0.4505	0.5333	0.6229	0.7024	0.7593	0.7861

lowest :	0.2195286	0.2234300	0.2261905	0.2290909	0.2314815
highest:	0.8923077	0.8959276	0.9053254	0.9133333	0.9404762

FormFactor

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4779	1	0.669	0.1962	0.3722	0.4271	0.5385	0.6834	0.8057	0.8881	0.9240

lowest :	0.1719041	0.2105514	0.2110450	0.2116428	0.2139443
highest:	1.0061815	1.0083745	1.0113243	1.0251660	1.0820938

HuMoment_0

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1   -11.45    5.043  -17.852  -17.136  -15.086 
      .50      .75      .90      .95 
  -11.850   -8.211   -5.012   -3.635

lowest :	-18.97985486	-18.97974518	-18.95019124	-18.94343528	-18.90657287
highest:	-0.69570823	-0.50012128	-0.49322354	-0.38395872	-0.05388944

HuMoment_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	-4.853	1.742	-7.687	-6.946	-5.773	-4.706	-3.798	-2.958	-2.545

lowest :	-11.7037794	-11.6712085	-11.5289423	-11.5235496	-11.4788812
highest:	-1.0165355	-0.9661756	-0.7628600	-0.6911895	-0.1431660

HuMoment_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1   -7.394     1.86  -10.243   -9.431   -8.424 
      .50      .75      .90      .95 
   -7.362   -6.254   -5.316   -4.819

lowest :	-15.869513	-15.567028	-14.952103	-13.783988	-13.324664
highest:	-2.556918	-2.492753	-2.430758	-2.371572	-2.359128

HuMoment_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1   -9.927    2.785  -14.220  -13.190  -11.449 
      .50      .75      .90      .95 
   -9.855   -8.222   -6.749   -6.049

lowest :	-21.034489	-19.517213	-18.651260	-18.644218	-18.628645
highest:	-3.037288	-2.904337	-2.900268	-2.685211	-2.595687

HuMoment_4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	-5.628	0.01432	-5.634	-5.634	-5.634	-5.634	-5.634	-5.632	-5.622

lowest :	-8.121512	-5.684997	-5.683617	-5.665036	-5.659480
highest:	-4.381099	-4.305899	-4.277085	-4.058498	-3.960916

HuMoment_5

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	-6.118	0.07415	-6.159	-6.154	-6.152	-6.151	-6.146	-6.100	-5.979

lowest :	-9.415421	-7.038243	-6.566742	-6.481233	-6.449276
highest:	-3.727398	-3.614684	-3.459468	-3.458183	-3.174206

HuMoment_6

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1 -4.748e-07  2.628e-06 -7.838e-07 
        .10        .25        .50        .75        .90        .95 
 -1.394e-07 -3.487e-09 -1.762e-14  4.122e-09  1.382e-07  7.692e-07

lowest :	-1.053262e-03	-4.578281e-04	-2.727567e-04	-2.329460e-04	-1.677054e-04
highest:	7.542205e-05	8.186678e-05	8.432777e-05	8.552255e-05	2.347556e-04

InertiaTensorEigenvalues_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	3.328	0.6343	2.532	2.668	2.910	3.239	3.670	4.127	4.414

lowest : 1.999299 2.037424 2.053376 2.075830 2.086273 , highest: 5.343847 5.376694 5.671525 6.232360 6.293509

InertiaTensorEigenvalues_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	2.191	0.6786	1.222	1.449	1.793	2.180	2.553	3.001	3.257

lowest :	0.007450409	0.272648830	0.309526393	0.429393423	0.442934390
highest:	4.039663768	4.069477185	4.267219973	4.283691362	4.575720677

InertiaTensor_0_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4988	1	2.876	0.7487	1.847	2.053	2.426	2.841	3.303	3.739	3.999

lowest :	0.3309501	0.6509392	0.7784091	0.8818187	0.8958840
highest:	5.0868865	5.1267084	5.1864747	5.2305343	5.2338366

InertiaTensor_0_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  -0.8598    10.83 -15.8996 -10.5472  -4.8649 
      .50      .75      .90      .95 
  -0.7926   3.6497   9.5265  14.5336

lowest :	-135.28537	-131.76036	-108.25497	-92.63245	-85.32048
highest:	78.61604	79.46608	80.37159	81.28483	82.44866

InertiaTensor_1_0

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  -0.8598    10.83 -15.8996 -10.5472  -4.8649 
      .50      .75      .90      .95 
  -0.7926   3.6497   9.5265  14.5336

lowest :	-135.28537	-131.76036	-108.25497	-92.63245	-85.32048
highest:	78.61604	79.46608	80.37159	81.28483	82.44866

InertiaTensor_1_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4983	1	2.847	0.746	1.841	2.040	2.405	2.798	3.260	3.719	4.014

lowest :	0.4663991	0.6678599	0.7032704	0.7186690	0.7226127
highest:	5.2298994	5.3069600	5.4748450	6.1526294	6.2201906

MajorAxisLength

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	3.05	0.3172	2.652	2.720	2.841	3.006	3.221	3.450	3.593

lowest : 2.385944 2.405006 2.412983 2.424210 2.429431 , highest: 4.058218 4.074641 4.222057 4.502474 4.533049

MaxFeretDiameter

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	463	1	3.038	0.3157	2.654	2.710	2.831	2.997	3.208	3.439	3.562

lowest : 2.376795 2.381087 2.433767 2.456327 2.459990 , highest: 4.048561 4.097115 4.154100 4.513269 4.521611

MaximumRadius

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	57	0.995	5.536	1.724	3.162	3.606	4.472	5.099	6.325	7.616	8.544

lowest :	2.236068	2.828427	3.000000	3.162278	3.605551
highest:	12.083046	12.165525	13.000000	13.928388	14.317821

MeanRadius

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4988	1	2.36	0.5862	1.624	1.737	1.975	2.305	2.653	3.046	3.348

lowest : 1.137898 1.186913 1.188648 1.189477 1.226358 , highest: 4.602031 4.824652 4.865637 5.347818 5.367183

MedianRadius

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	19	0.905	2.113	0.5058	1.414	1.414	2.000	2.000	2.236	2.828	3.000

lowest : 1.000000 1.207107 1.414214 1.707107 2.000000 , highest: 3.605551 4.000000 4.123106 4.472136 5.000000 1 (112, 0.019), 1.20710678118655 (10, 0.002), 1.4142135623731 (828, 0.140), 1.70710678118655 (49, 0.008), 2 (2543, 0.431), 2.11803398874989 (58, 0.010), 2.23606797749979 (1329, 0.225), 2.53224755112299 (26, 0.004), 2.82842712474619 (527, 0.089), 2.91421356237309 (12, 0.002), 3 (231, 0.039), 3.08113883008419 (3, 0.001), 3.16227766016838 (74, 0.013), 3.38391446781618 (1, 0.000), 3.60555127546399 (69, 0.012), 4 (24, 0.004), 4.12310562561766 (8, 0.001), 4.47213595499958 (1, 0.000), 5 (2, 0.000)

MinFeretDiameter

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	1899	1	2.471	0.3535	1.954	2.079	2.266	2.453	2.666	2.906	3.028

lowest : 1.386294 1.481605 1.541940 1.548053 1.552412 , highest: 3.480928 3.503574 3.543854 3.553530 3.726832

MinorAxisLength

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	2.482	0.3393	1.997	2.111	2.283	2.476	2.663	2.887	3.015

lowest : 1.390020 1.522619 1.541058 1.600991 1.607762 , highest: 3.406126 3.421033 3.519904 3.528140 3.674155

NormalizedMoment_0_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4984	1	-2.308	0.5462	-3.062	-2.918	-2.650	-2.326	-1.993	-1.689	-1.450

lowest :	-4.0998667	-3.9029377	-3.7228449	-3.6890835	-3.6524077
highest:	-0.7742960	-0.7378477	-0.6949563	-0.5207667	-0.1562491

NormalizedMoment_0_3

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4985          1  0.0001225    0.01326 -1.974e-02 
        .10        .25        .50        .75        .90        .95 
 -1.065e-02 -3.731e-03  9.895e-05  3.702e-03  1.062e-02  2.050e-02

lowest :	-0.1625377	-0.1479377	-0.1439692	-0.1159347	-0.1117674
highest:	0.1189164	0.1347685	0.1455141	0.1760927	0.2457987

NormalizedMoment_1_1

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4990         1  0.004341   0.05324 -0.078383 -0.054546 
       .25       .50       .75       .90       .95 
 -0.020190  0.004628  0.029820  0.059759  0.082254

lowest :	-0.2683857	-0.2666379	-0.2282838	-0.2078082	-0.1953001
highest:	0.2461383	0.2503580	0.2585176	0.2650292	0.2899707

NormalizedMoment_1_2

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1 -4.058e-05   0.008979 -1.338e-02 
        .10        .25        .50        .75        .90        .95 
 -8.440e-03 -3.698e-03 -8.359e-05  3.496e-03  8.159e-03  1.349e-02

lowest :	-0.09580084	-0.08619652	-0.08047700	-0.07329384	-0.06778237
highest:	0.05843786	0.05849993	0.05855660	0.06002278	0.07390000

NormalizedMoment_1_3

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4628         1    0.1115 2.785e-13    0.1115    0.1115 
       .25       .50       .75       .90       .95 
    0.1115    0.1115    0.1115    0.1115    0.1115

lowest :	0.1115125	0.1115125	0.1115125	0.1115125	0.1115125
highest:	0.1115125	0.1115125	0.1115125	0.1115125	0.1115125

NormalizedMoment_2_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4982	1	-2.337	0.5334	-3.054	-2.911	-2.673	-2.361	-2.017	-1.724	-1.535

lowest :	-4.0222373	-3.9408264	-3.9352913	-3.8307411	-3.8293291
highest:	-0.5605785	-0.5458876	-0.4884819	-0.3882893	-0.3295035

NormalizedMoment_2_1

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1 -0.0002696   0.008607 -1.283e-02 
        .10        .25        .50        .75        .90        .95 
 -8.522e-03 -3.759e-03 -8.198e-07  3.405e-03  8.062e-03  1.224e-02

lowest :	-0.09596840	-0.08488615	-0.06786831	-0.06288101	-0.05875424
highest:	0.04742168	0.04851125	0.05045747	0.05139225	0.05848895

NormalizedMoment_2_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1   -89.25    42.71  -143.96  -137.32  -119.34 
      .50      .75      .90      .95 
   -92.08   -59.59   -37.10   -25.04

lowest :	-191.296441	-187.777599	-187.313662	-180.468579	-175.264032
highest:	-5.323161	-5.158453	-4.741225	-4.628510	-4.384666

NormalizedMoment_2_3

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4990         1   -0.4352 0.0001864   -0.4354   -0.4353 
       .25       .50       .75       .90       .95 
   -0.4352   -0.4352   -0.4351   -0.4351   -0.4349

lowest :	-0.4381356	-0.4381355	-0.4381268	-0.4381102	-0.4377478
highest:	-0.4325085	-0.4320410	-0.4320347	-0.4318880	-0.4315850

NormalizedMoment_3_0

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4986          1 -0.0003604    0.01204 -1.763e-02 
        .10        .25        .50        .75        .90        .95 
 -1.051e-02 -3.907e-03 -8.152e-05  3.072e-03  9.941e-03  1.632e-02

lowest :	-0.2553468	-0.1500858	-0.1343514	-0.1204479	-0.1202162
highest:	0.1082020	0.1129793	0.1407822	0.1620886	0.2755727

NormalizedMoment_3_1

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1  0.0005825    0.01511 -0.0226862 
        .10        .25        .50        .75        .90        .95 
 -0.0129499 -0.0037059  0.0007057  0.0057652  0.0134264  0.0223373

lowest :	-0.1645811	-0.1347033	-0.1206241	-0.1196537	-0.1157807
highest:	0.1233753	0.1249152	0.1259682	0.1332245	0.1463263

NormalizedMoment_3_2

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       4990          1 -9.692e-05   0.002948 -4.371e-03 
        .10        .25        .50        .75        .90        .95 
 -2.059e-03 -5.935e-04 -2.235e-05  5.578e-04  1.847e-03  3.760e-03

lowest :	-0.07733974	-0.07655382	-0.06145980	-0.05944772	-0.05485179
highest:	0.03816195	0.04211965	0.04357386	0.06784195	0.10856899

NormalizedMoment_3_3

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4497         1   0.06776 2.757e-13   0.06776   0.06776 
       .25       .50       .75       .90       .95 
   0.06776   0.06776   0.06776   0.06776   0.06776

lowest :	0.06775766	0.06775766	0.06775766	0.06775766	0.06775766
highest:	0.06775766	0.06775766	0.06775766	0.06775766	0.06775766

Orientation

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	6.212	60.98	-82.61	-72.10	-37.35	9.33	53.86	75.90	82.93

lowest :	-89.97529	-89.92057	-89.90636	-89.89580	-89.87648
highest:	89.94965	89.96102	89.99753	89.99909	89.99932

Perimeter

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	1740	1	4.077	0.3305	3.684	3.738	3.855	4.026	4.249	4.498	4.632

lowest : 3.451775 3.473290 3.477688 3.495615 3.507035 , highest: 5.265663 5.267618 5.285577 5.510374 5.616516

Solidity

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     3393        1   -0.133  0.07764 -0.26962 -0.23434 -0.17651 
      .50      .75      .90      .95 
 -0.11719 -0.07707 -0.05723 -0.04781

lowest :	-0.423083474	-0.406789619	-0.396694215	-0.380207756	-0.376160087
highest:	-0.019045858	-0.018925717	-0.017823870	-0.012421875	-0.007220122

SpatialMoment_0_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	521	1	5.183	0.5298	4.489	4.595	4.828	5.112	5.489	5.829	6.050

lowest : 4.369448 4.382027 4.394449 4.406719 4.418841 , highest: 6.941190 6.954639 6.965080 7.119636 7.126087

SpatialMoment_0_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	2786	1	7.275	0.8628	6.180	6.360	6.707	7.199	7.768	8.347	8.645

lowest :	5.023881	5.327876	5.337538	5.342334	5.356586
highest:	9.928034	9.930616	9.959726	10.058780	10.077567

SpatialMoment_0_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4638	1	9.611	1.222	8.031	8.322	8.806	9.522	10.316	11.110	11.512

lowest :	5.971262	6.532334	6.555357	6.576470	6.639876
highest:	13.177420	13.182001	13.191361	13.241333	13.245612

SpatialMoment_0_3

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4909	1	12.06	1.59	9.983	10.366	11.037	11.951	12.992	14.001	14.522

lowest :	7.045777	7.804251	7.881937	7.921536	8.062433
highest:	16.681711	16.687275	16.700813	16.716194	16.735672

SpatialMoment_1_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	2722	1	7.263	0.8599	6.117	6.356	6.725	7.148	7.763	8.304	8.656

lowest :	5.192957	5.293305	5.323010	5.337538	5.393628
highest:	9.998752	10.182331	10.556412	10.858768	10.876839

SpatialMoment_1_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4497	1	9.359	1.134	7.907	8.164	8.619	9.226	10.000	10.770	11.210

lowest :	6.956545	7.095064	7.142037	7.192934	7.198931
highest:	12.957199	13.095843	13.507871	13.972056	13.986652

SpatialMoment_1_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4852	1	11.69	1.459	9.869	10.143	10.754	11.530	12.547	13.499	14.061

lowest :	8.323123	8.482188	8.551208	8.564840	8.709795
highest:	16.171863	16.396392	16.711530	17.183996	17.190511

SpatialMoment_1_3

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4890	1	14.14	1.806	11.85	12.24	12.95	13.94	15.18	16.36	17.02

lowest :	9.357725	9.759790	10.043858	10.140218	10.230018
highest:	19.527806	19.769237	20.048669	20.456079	20.457824

SpatialMoment_2_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4655	1	9.586	1.217	7.937	8.312	8.841	9.458	10.292	11.030	11.511

lowest :	6.396930	6.442540	6.529419	6.634633	6.663133
highest:	13.389617	13.697447	14.121342	14.876292	14.946851

SpatialMoment_2_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4853	1	11.68	1.453	9.797	10.136	10.742	11.493	12.505	13.433	14.062

lowest :	8.428362	8.502283	8.630522	8.713911	8.739697
highest:	16.446368	16.512872	17.083833	18.062175	18.130520

SpatialMoment_2_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4889	1	13.99	1.748	11.75	12.16	12.85	13.77	14.99	16.15	16.87

lowest : 10.11269 10.43611 10.46806 10.47523 10.48047 , highest: 19.68320 19.84570 20.28835 21.31445 21.38485

SpatialMoment_2_3

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4895	1	16.42	2.073	13.79	14.22	15.09	16.21	17.64	18.98	19.76

lowest : 11.80308 11.91410 11.95499 12.01513 12.21023 , highest: 23.04501 23.23957 23.62189 24.61366 24.68745

Zernike_0_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4669	1	0.5403	0.1825	0.2786	0.3263	0.4228	0.5418	0.6589	0.7532	0.8015

lowest :	0.1212049	0.1383002	0.1418701	0.1512841	0.1514123
highest:	0.9154314	0.9175804	0.9234489	0.9337668	0.9534350

Zernike_1_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.06332  0.03908  0.01407  0.02150  0.03621 
      .50      .75      .90      .95 
  0.05923  0.08639  0.11254  0.12672

lowest :	0.0003880682	0.0004909968	0.0009822228	0.0016849329	0.0020278595
highest:	0.1758073533	0.1803786451	0.1805997022	0.1899595571	0.1919885666

Zernike_2_0

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4984        1   0.1328  0.04013  0.06550  0.08419  0.11072 
      .50      .75      .90      .95 
  0.13787  0.15931  0.17488  0.18257

lowest :	1.355175e-05	4.503343e-04	8.607923e-04	1.072836e-03	1.303797e-03
highest:	2.063783e-01	2.068061e-01	2.076239e-01	2.077547e-01	2.120538e-01

Zernike_2_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.07437  0.02772  0.03184  0.04100  0.05834 
      .50      .75      .90      .95 
  0.07548  0.09245  0.10493  0.11154

lowest :	0.0009816434	0.0010495165	0.0038858605	0.0045171027	0.0053074413
highest:	0.1327888602	0.1339786012	0.1365610056	0.1374636983	0.1390602253

Zernike_3_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.03061  0.02203 0.005652 0.008409 0.014947 
      .50      .75      .90      .95 
 0.026101 0.043407 0.061574 0.069428

lowest :	0.0007250253	0.0007615786	0.0008126309	0.0008519675	0.0009040350
highest:	0.0866781315	0.0872583950	0.0873468202	0.0877876852	0.0887006198

Zernike_3_3

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	-3.979	0.7782	-5.233	-4.874	-4.387	-3.928	-3.484	-3.144	-2.941

lowest :	-7.521752	-7.386238	-7.259481	-6.970295	-6.969082
highest:	-2.283060	-2.270257	-2.256693	-2.230254	-2.145073

Zernike_4_0

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4989        1  0.02411  0.01867 0.001797 0.003762 0.010457 
      .50      .75      .90      .95 
 0.021492 0.035696 0.047723 0.053585

lowest :	5.744651e-06	1.402364e-05	2.171080e-05	3.502598e-05	4.226305e-05
highest:	9.130067e-02	9.506802e-02	9.524549e-02	9.974265e-02	1.089768e-01

Zernike_4_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.02784  0.01646 0.006850 0.009606 0.016116 
      .50      .75      .90      .95 
 0.026236 0.039156 0.048264 0.052208

lowest :	0.0003966478	0.0005514292	0.0008351449	0.0008775519	0.0010128798
highest:	0.0649042875	0.0650082892	0.0654178134	0.0662341141	0.0691117078

Zernike_4_4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.02826  0.01191 0.009715 0.013586 0.021141 
      .50      .75      .90      .95 
 0.028939 0.035961 0.040743 0.043493

lowest :	0.000824510	0.001064926	0.001117187	0.001144389	0.001172211
highest:	0.064689020	0.064892223	0.067303692	0.068544390	0.071556118

Zernike_5_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.01556 0.009664 0.003492 0.005100 0.008808 
      .50      .75      .90      .95 
 0.014467 0.021361 0.027405 0.031055

lowest :	0.0003133069	0.0003439040	0.0003776642	0.0004764130	0.0005862798
highest:	0.0436776182	0.0446339938	0.0453913598	0.0458497308	0.0558209910

Zernike_5_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.01502   0.0092 0.003565 0.005220 0.008798 
      .50      .75      .90      .95 
 0.013908 0.020213 0.026189 0.030153

lowest :	0.0002278778	0.0002487695	0.0003000653	0.0003187684	0.0003381665
highest:	0.0488347847	0.0489732100	0.0492614948	0.0496988428	0.0512354694

Zernike_5_5

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.01262 0.008892 0.002554 0.003738 0.006510 
      .50      .75      .90      .95 
 0.010810 0.016939 0.024421 0.028869

lowest :	0.0001327228	0.0002579136	0.0003027533	0.0003736059	0.0004093676
highest:	0.0438169406	0.0438273948	0.0444702457	0.0461418291	0.0461514323

Zernike_6_0

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4987        1  0.01215 0.009715 0.001048 0.002077 0.005111 
      .50      .75      .90      .95 
 0.010560 0.017711 0.024339 0.028896

lowest :	1.664921e-06	1.065002e-05	1.078829e-05	1.449327e-05	1.485948e-05
highest:	4.646578e-02	4.652716e-02	4.656523e-02	5.540831e-02	5.712991e-02

Zernike_6_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4989        1  0.01292 0.007474 0.003141 0.004656 0.007913 
      .50      .75      .90      .95 
 0.012198 0.017300 0.022220 0.024820

lowest :	0.0002235128	0.0002462383	0.0002942911	0.0002980496	0.0003418989
highest:	0.0359130006	0.0376095825	0.0396252758	0.0397118465	0.0434130865

Zernike_6_4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4989        1  0.01295 0.007533 0.003339 0.004654 0.007759 
      .50      .75      .90      .95 
 0.012323 0.017823 0.022064 0.024495

lowest :	0.0002200819	0.0002309824	0.0004541991	0.0004597718	0.0005744440
highest:	0.0383439554	0.0384095384	0.0405753387	0.0434292873	0.0435700033

Zernike_6_6

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4989        1  0.01511 0.007056 0.004757 0.006934 0.010734 
      .50      .75      .90      .95 
 0.015167 0.019455 0.022818 0.025099

lowest :	0.0002319774	0.0003203642	0.0003379747	0.0005080117	0.0005367870
highest:	0.0383525409	0.0385567885	0.0396452959	0.0399256378	0.0401280467

Zernike_7_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.009406 0.005827 0.002134 0.003021 0.005314 
      .50      .75      .90      .95 
 0.008765 0.012927 0.016636 0.018829

lowest :	0.0001152246	0.0002499029	0.0002616258	0.0003023446	0.0003196667
highest:	0.0282822239	0.0291780048	0.0294895893	0.0300059180	0.0335954974

Zernike_7_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.009854 0.005891 0.002334 0.003421 0.005856 
      .50      .75      .90      .95 
 0.009162 0.013130 0.016972 0.019263

lowest :	0.0001807049	0.0002086198	0.0003475489	0.0003900488	0.0004108831
highest:	0.0311175485	0.0311776300	0.0343381339	0.0343860830	0.0372329303

Zernike_7_5

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.009287 0.005515 0.002309 0.003309 0.005628 
      .50      .75      .90      .95 
 0.008638 0.012375 0.015840 0.018053

lowest :	6.548637e-05	8.767025e-05	1.169101e-04	1.366079e-04	1.565060e-04
highest:	2.882584e-02	2.914386e-02	3.039412e-02	3.240666e-02	3.373264e-02

Zernike_7_7

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	-5.097	0.8388	-6.568	-6.085	-5.493	-4.983	-4.564	-4.215	-4.033

lowest :	-10.330792	-9.053777	-8.989031	-8.855531	-8.768392
highest:	-3.490589	-3.376059	-3.373149	-3.354245	-3.318736

Zernike_8_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4987	1	-2.155	0.1396	-2.365	-2.321	-2.241	-2.149	-2.066	-1.999	-1.962

lowest :	-2.484968	-2.479651	-2.478106	-2.477389	-2.475808
highest:	-1.819443	-1.819102	-1.808630	-1.790367	-1.754976

Zernike_8_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.008874 0.005541 0.002075 0.003130 0.005071 
      .50      .75      .90      .95 
 0.008049 0.012014 0.015610 0.017946

lowest :	0.0001175966	0.0001681966	0.0003097738	0.0003556366	0.0003622311
highest:	0.0306423863	0.0309179415	0.0322135109	0.0322918759	0.0326247642

Zernike_8_4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.008559 0.005116 0.002126 0.003018 0.004967 
      .50      .75      .90      .95 
 0.008095 0.011429 0.014745 0.017009

lowest :	0.0001182385	0.0001320340	0.0002442941	0.0003525189	0.0004193308
highest:	0.0254148918	0.0269327277	0.0279098959	0.0302941768	0.0352972398

Zernike_8_6

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.008362 0.005029 0.002100 0.002895 0.004978 
      .50      .75      .90      .95 
 0.007751 0.011135 0.014530 0.016554

lowest :	0.0002199722	0.0002261286	0.0002366201	0.0002678201	0.0003059715
highest:	0.0258867300	0.0259209943	0.0280476667	0.0288361821	0.0294086524

Zernike_8_8

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1  0.01008 0.004994 0.003107 0.004413 0.006758 
      .50      .75      .90      .95 
 0.009963 0.013094 0.015859 0.017422

lowest :	0.0002370484	0.0004413462	0.0005624847	0.0005980195	0.0006868957
highest:	0.0278158870	0.0279202389	0.0282986139	0.0283689167	0.0303413981

Zernike_9_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.006616 0.004149 0.001636 0.002207 0.003794 
      .50      .75      .90      .95 
 0.006012 0.008868 0.011603 0.013230

lowest :	7.538297e-05	1.785491e-04	1.877694e-04	1.920506e-04	2.483213e-04
highest:	2.474223e-02	2.480112e-02	2.522402e-02	2.885630e-02	3.012425e-02

Zernike_9_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4990        1 0.007003 0.004295 0.001704 0.002445 0.004097 
      .50      .75      .90      .95 
 0.006492 0.009353 0.012191 0.014012

lowest :	4.643151e-05	1.469492e-04	1.535526e-04	1.609598e-04	1.733815e-04
highest:	2.538401e-02	2.578140e-02	2.632741e-02	2.728277e-02	3.297497e-02

Zernike_9_5

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	-1.84	0.05124	-1.916	-1.900	-1.870	-1.840	-1.810	-1.783	-1.766

lowest :	-1.976234	-1.974206	-1.972200	-1.970926	-1.970699
highest:	-1.677090	-1.640468	-1.636444	-1.624476	-1.596806

Zernike_9_7

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4989	1	-2.179	0.08942	-2.314	-2.282	-2.232	-2.178	-2.126	-2.080	-2.052

lowest :	-2.474091	-2.438297	-2.431933	-2.431683	-2.421733
highest:	-1.925516	-1.920676	-1.911904	-1.909287	-1.864567

Zernike_9_9

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4990	1	-5.421	0.8267	-6.806	-6.420	-5.847	-5.323	-4.898	-4.547	-4.371

lowest :	-11.751662	-9.957166	-8.815049	-8.743676	-8.668779
highest:	-3.682971	-3.676263	-3.621365	-3.616083	-3.450328

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	50.77	26.75	21.33	25.00	32.36	43.42	64.78	94.96	96.81

lowest :	3.189125	5.873217	9.153689	9.182365	9.537368
highest:	99.456556	99.576444	99.641722	99.747692	99.928540

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5877	1	39.74	27.23	1.724	3.131	17.662	45.437	59.864	67.958	71.993

lowest :	0.000000000	0.001525239	0.001850074	0.001962566	0.004511807
highest:	85.603351612	85.999833056	87.620821414	88.724142773	89.819813903

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5535        1   0.5643    2.501  -4.6824  -1.7782  -0.5084 
      .50      .75      .90      .95 
   0.3926   1.4011   4.3114   5.0964

lowest :	-4.682422	-4.681699	-4.672852	-4.670905	-4.664602
highest:	5.893682	5.900116	5.927281	5.934156	6.054353

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4390    0.983    -1.52    2.229  -4.5450  -4.5450  -4.5450 
      .50      .75      .90      .95 
  -0.9609  -0.2577   0.5110   1.0453

lowest :	-4.544952	-4.544155	-4.543065	-4.536607	-4.523214
highest:	5.612910	5.976125	6.045018	6.075710	6.093250

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      2858     0.862    -6.806     5.654 -12.04670 -12.04670 
       .25       .50       .75       .90       .95 
 -12.04670 -12.04670  -1.26276  -0.45171  -0.07269

lowest :	-12.046696	-11.046646	-7.163097	-5.211719	-5.198324
highest:	1.209256	1.279882	1.386051	1.386615	1.499587

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     1837    0.673   -44.44    26.47  -63.540  -63.540  -63.540 
      .50      .75      .90      .95 
  -63.540   -2.949   -1.480   -0.774

lowest :	-63.5397800	-5.8630728	-5.7790175	-5.7739542	-5.6743709
highest:	0.6255242	0.6595212	0.7281629	0.7513419	0.8492063

 Value      -63.5  -6.0  -5.5  -5.0  -4.5  -4.0  -3.5  -3.0  -2.5  -2.0  -1.5  -1.0
 Frequency   4071     3    10    17    68   109    66   193   321   340   209   210
 Proportion 0.689 0.001 0.002 0.003 0.012 0.018 0.011 0.033 0.054 0.058 0.035 0.036
                                   
 Value       -0.5   0.0   0.5   1.0
 Frequency    202    74    12     2
 Proportion 0.034 0.013 0.002 0.000

For the frequency table, variable is rounded to the nearest 0.5

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0       880     0.383     -3239     963.1 -3804.864 -3804.864 
       .25       .50       .75       .90       .95 
 -3804.864 -3804.864 -3804.864    -4.427    -2.985

lowest :	-3.804864e+03	-1.384515e+01	-1.253556e+01	-1.154111e+01	-1.149387e+01
highest:	-4.328587e-01	-4.260240e-01	-3.896303e-01	-3.428039e-01	-1.784585e-02

 Value      -3800     0
 Frequency   5028   879
 Proportion 0.851 0.149

For the frequency table, variable is rounded to the nearest 50

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0        433      0.204   -7636246    1117120 -8.239e+06 
        .10        .25        .50        .75        .90        .95 
 -8.239e+06 -8.239e+06 -8.239e+06 -8.239e+06 -8.239e+06 -1.163e+01

lowest :	-8.238776e+06	-7.334781e+01	-4.247646e+01	-3.172018e+01	-2.907464e+01
highest:	-1.880436e+00	-1.673582e+00	-1.253315e+00	-1.147160e+00	-1.026568e+00

 Value      -8200000        0
 Frequency      5475      432
 Proportion    0.927    0.073

For the frequency table, variable is rounded to the nearest 100000

IntegratedIntensityEdge

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	3.084	0.463	2.454	2.582	2.807	3.057	3.346	3.634	3.790

lowest : 1.096674 1.175887 1.250186 1.266451 1.356123 , highest: 4.567684 4.571005 4.578345 4.636708 4.730084

IntegratedIntensity

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	4.363	0.6481	3.471	3.655	3.972	4.333	4.734	5.120	5.365

lowest : 2.195913 2.318034 2.425571 2.434397 2.566284 , highest: 6.321206 6.324162 6.325692 6.346061 6.412199

LowerQuartileIntensity

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5812        1   -1.027   0.3643  -1.5663  -1.4309  -1.2070 
      .50      .75      .90      .95 
  -1.0311  -0.8675  -0.6090  -0.3906

lowest :	-2.7022202	-2.6211173	-2.5780209	-2.5721524	-2.5546881
highest:	-0.1654134	-0.1633070	-0.1590298	-0.1565107	-0.1540457

MADIntensity

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5747	1	-2.688	0.5271	-3.499	-3.281	-2.978	-2.668	-2.359	-2.100	-1.969

lowest :	-4.785699	-4.749761	-4.683153	-4.657823	-4.593162
highest:	-1.420688	-1.408831	-1.402440	-1.348720	-1.291018

MassDisplacement

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6836   0.7147 -1.74112 -1.48992 -1.08560 
      .50      .75      .90      .95 
 -0.67180 -0.24797  0.09658  0.34748

lowest :	-2.936559	-2.865799	-2.809843	-2.799437	-2.769270
highest:	1.494102	1.494453	1.528415	1.808152	1.826832

MaxIntensityEdge

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4416	1	0.7078	0.1963	0.4356	0.4927	0.5829	0.6982	0.8557	0.9453	0.9748

lowest :	0.1254596	0.1287623	0.1346404	0.1405192	0.1408247
highest:	0.9971945	0.9986012	0.9991667	0.9994345	0.9999999

MaxIntensity

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4578	1	0.7312	0.1925	0.4574	0.5188	0.6071	0.7279	0.8770	0.9607	0.9804

lowest :	0.1326526	0.1405192	0.1408247	0.1474835	0.1624126
highest:	0.9971945	0.9986012	0.9991667	0.9994345	0.9999999

MeanIntensityEdge

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	0.4391	0.1409	0.2590	0.3001	0.3546	0.4174	0.4995	0.6122	0.7094

lowest :	0.07589115	0.07831109	0.07914687	0.08092408	0.08528990
highest:	0.85463748	0.85634632	0.85699014	0.86181190	0.88680659

MeanIntensity

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	0.4599	0.1494	0.2687	0.3131	0.3735	0.4347	0.5214	0.6627	0.7546

lowest :	0.08158538	0.08436255	0.08908500	0.08953433	0.09365009
highest:	0.86068836	0.86209456	0.87181869	0.87790546	0.88089320

MedianIntensity

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5625	1	0.457	0.1593	0.2557	0.3022	0.3664	0.4272	0.5192	0.6851	0.8022

lowest :	0.08138235	0.08527334	0.08815490	0.08971176	0.08975255
highest:	0.90692663	0.91018045	0.91030896	0.91725057	0.92599523

MinIntensityEdge

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     4492        1   -1.448   0.3533  -1.8592  -1.7987  -1.6547 
      .50      .75      .90      .95 
  -1.4626  -1.2801  -1.0985  -0.9285

lowest :	-3.9120229	-3.8437231	-3.8055454	-3.7942399	-3.7227810
highest:	-0.2476155	-0.2429462	-0.2423024	-0.2383462	-0.2379586

MinIntensity

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      4442         1   0.06026 4.218e-14   0.06026   0.06026 
       .25       .50       .75       .90       .95 
   0.06026   0.06026   0.06026   0.06026   0.06026

lowest : 0.060257 0.060257 0.060257 0.060257 0.060257 , highest: 0.060257 0.060257 0.060257 0.060257 0.060257

StdIntensityEdge

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1201  0.05285  0.05088  0.06447  0.08591 
      .50      .75      .90      .95 
  0.11414  0.14998  0.18586  0.20730

lowest :	0.01526163	0.01820142	0.01900279	0.01944759	0.02080534
highest:	0.28876811	0.29051494	0.29635139	0.29734708	0.30073679

StdIntensity

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1105  0.04786  0.04900  0.06060  0.07927 
      .50      .75      .90      .95 
  0.10469  0.13738  0.16915  0.18868

lowest :	0.01814897	0.01920639	0.01938122	0.01952954	0.01953495
highest:	0.26766408	0.26888753	0.27021885	0.27686506	0.28494885

UpperQuartileIntensity

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5810	1	0.5384	0.1756	0.3111	0.3688	0.4340	0.5061	0.6253	0.7956	0.8578

lowest :	0.09484393	0.09540980	0.10186118	0.10338255	0.10787353
highest:	0.96424758	0.96529660	0.96716046	0.96913964	0.97468597

FirstClosestObjectNumber_Expanded

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	65	0.999	18.79	14.52	2	4	8	16	27	38	43

lowest : 0 1 2 3 4 , highest: 60 61 62 63 64

NumberOfNeighbors_Expanded

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	12	0.955	5.005	1.579	3	3	4	5	6	7	7

lowest : 0 1 2 3 4 , highest: 7 8 9 10 11

 Value          0     1     2     3     4     5     6     7     8     9    10    11
 Frequency      1     4   169   679  1326  1646  1271   549   193    54    13     2
 Proportion 0.000 0.001 0.029 0.115 0.224 0.279 0.215 0.093 0.033 0.009 0.002 0.000

PercentTouching_Expanded

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	1949	0.758	90.03	14.67	57.30	63.77	79.73	100.00	100.00	100.00	100.00

lowest :	0.00000	35.69697	36.12869	36.19600	38.75453
highest:	99.82609	99.82639	99.87113	99.88962	100.00000

SecondClosestObjectNumber_Expanded

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	65	0.999	18.73	14.39	3	4	8	16	27	37	43

lowest : 0 1 2 3 4 , highest: 60 61 62 63 65

FracAtD_1of4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5906        1  0.04219  0.01701  0.01698  0.02249  0.03184 
      .50      .75      .90      .95 
  0.04222  0.05235  0.06170  0.06680

lowest :	0.004870525	0.005091560	0.005944219	0.005956148	0.006628274
highest:	0.093063265	0.093148164	0.095944780	0.096643450	0.105985600

FracAtD_2of4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5904        1    0.146  0.04124  0.08224  0.09619  0.12112 
      .50      .75      .90      .95 
  0.14857  0.17312  0.19030  0.20001

lowest :	0.03232384	0.03425271	0.03639825	0.03732013	0.03967554
highest:	0.25103974	0.25210200	0.25272700	0.25342070	0.26228390

FracAtD_3of4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5900        1  -0.4473  0.01511  -0.4749  -0.4673  -0.4547 
      .50      .75      .90      .95 
  -0.4447  -0.4379  -0.4320  -0.4287

lowest :	-0.4936514	-0.4931748	-0.4926409	-0.4914398	-0.4914104
highest:	-0.4123582	-0.4123111	-0.4120237	-0.4112749	-0.4101826

FracAtD_4of4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5902	1	0.4904	0.09382	0.3806	0.3988	0.4286	0.4719	0.5373	0.6106	0.6635

lowest :	0.2823725	0.3025655	0.3042442	0.3107394	0.3165972
highest:	0.7993160	0.8003830	0.8135843	0.8154532	0.8386247

MeanFrac_1of4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	1.04	0.2225	0.7143	0.7903	0.9161	1.0339	1.1601	1.2929	1.3749

lowest :	0.3536399	0.3637457	0.3926472	0.4032195	0.4125699
highest:	1.7906863	1.8198376	1.8292947	1.8526599	1.9609508

MeanFrac_2of4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	1.036	0.148	0.8251	0.8725	0.9576	1.0301	1.1152	1.2049	1.2688

lowest :	0.5421866	0.5495052	0.5576066	0.5754925	0.5806906
highest:	1.5543389	1.5682144	1.5820144	1.5989337	1.6455895

MeanFrac_3of4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	1.021	0.06451	0.9306	0.9540	0.9882	1.0176	1.0541	1.0932	1.1218

lowest :	0.6833658	0.6899041	0.7521928	0.7525092	0.7538226
highest:	1.2913367	1.3183356	1.3270477	1.4197306	1.4569306

MeanFrac_4of4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	0.9751	0.07776	0.8603	0.8868	0.9306	0.9773	1.0179	1.0585	1.0906

lowest :	0.6693139	0.7099652	0.7415906	0.7438913	0.7461223
highest:	1.2409882	1.2427306	1.2534992	1.2823419	1.3030411

RadialCV_1of4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5689	1	-1.455	0.2322	-1.814	-1.697	-1.577	-1.452	-1.325	-1.199	-1.114

lowest :	-1.9984317	-1.9626119	-1.9543435	-1.9484324	-1.9378215
highest:	-0.7058184	-0.6860626	-0.6715193	-0.6428976	0.1703737

RadialCV_2of4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   -1.402   0.2846  -1.8148  -1.7131  -1.5648 
      .50      .75      .90      .95 
  -1.4049  -1.2381  -1.0738  -0.9761

lowest :	-2.2692823	-2.2381318	-2.2332973	-2.2181965	-2.2176986
highest:	-0.5956779	-0.5804932	-0.5172729	-0.4441113	-0.3494004

RadialCV_3of4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1721  0.08949  0.05811  0.07945  0.11478 
      .50      .75      .90      .95 
  0.16173  0.22133  0.28100  0.31928

lowest :	0.002991085	0.004237412	0.004384107	0.005250034	0.005522392
highest:	0.491011084	0.503332418	0.505031555	0.521489701	0.539451951

RadialCV_4of4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.2065   0.1002  0.07185  0.09710  0.14272 
      .50      .75      .90      .95 
  0.20135  0.26508  0.32281  0.35948

lowest :	0.002686031	0.003422688	0.003471523	0.004166169	0.004482195
highest:	0.533815733	0.538882310	0.552530635	0.553862511	0.561383938

ZernikeMagnitude_0_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	0.458	0.1489	0.2680	0.3119	0.3723	0.4327	0.5193	0.6604	0.7513

lowest :	0.08158538	0.08436255	0.08908500	0.08953433	0.09365009
highest:	0.85405745	0.85872386	0.86946548	0.87181869	0.88089320

ZernikeMagnitude_1_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-2.944	0.7978	-4.308	-3.889	-3.346	-2.852	-2.437	-2.108	-1.937

lowest :	-7.585499	-6.593049	-6.558667	-6.509394	-6.263579
highest:	-1.304010	-1.183626	-1.160456	-1.083977	-1.082016

ZernikeMagnitude_2_0

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1238  0.07145  0.03395  0.04909  0.07789 
      .50      .75      .90      .95 
  0.11517  0.16073  0.20988  0.24578

lowest :	0.0002142230	0.0003042906	0.0003613963	0.0003707750	0.0004180196
highest:	0.4091831269	0.4124608782	0.4259511130	0.4261260872	0.4471330952

ZernikeMagnitude_2_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.07043   0.0418  0.01719  0.02485  0.04239 
      .50      .75      .90      .95 
  0.06656  0.09272  0.11928  0.13889

lowest :	0.0002498822	0.0009646023	0.0013190570	0.0015103392	0.0016793601
highest:	0.2413612159	0.2440258051	0.2480422305	0.2742354782	0.2896723291

ZernikeMagnitude_3_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-3.61	0.9309	-5.049	-4.710	-4.120	-3.527	-3.005	-2.620	-2.392

lowest :	-7.731805	-7.484235	-7.433909	-7.242169	-7.201927
highest:	-1.690256	-1.644437	-1.639387	-1.623496	-1.618383

ZernikeMagnitude_3_3

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-3.991	0.8033	-5.294	-4.928	-4.409	-3.914	-3.494	-3.136	-2.950

lowest :	-8.848281	-8.661928	-8.313613	-7.689330	-7.284720
highest:	-2.156210	-2.108496	-2.100168	-2.070808	-2.003676

ZernikeMagnitude_4_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-2.307	0.355	-2.832	-2.725	-2.519	-2.302	-2.098	-1.901	-1.785

lowest :	-3.287943	-3.248226	-3.224863	-3.195259	-3.178990
highest:	-1.340297	-1.315441	-1.312998	-1.303511	-1.297020

ZernikeMagnitude_4_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-3.788	0.974	-5.316	-4.929	-4.329	-3.729	-3.154	-2.719	-2.490

lowest :	-8.484124	-7.805374	-7.645765	-7.620344	-7.583018
highest:	-1.773364	-1.752110	-1.706894	-1.640791	-1.625417

ZernikeMagnitude_4_4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-3.815	0.7711	-5.126	-4.751	-4.209	-3.721	-3.327	-3.019	-2.834

lowest :	-7.589567	-7.528257	-7.186784	-7.059930	-7.038322
highest:	-2.108416	-2.105251	-2.092286	-2.052446	-1.830823

ZernikeMagnitude_5_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.317	0.8838	-5.755	-5.341	-4.778	-4.257	-3.782	-3.361	-3.118

lowest :	-9.068136	-8.159898	-8.142868	-8.104852	-8.083155
highest:	-2.253124	-2.233712	-2.230155	-2.140804	-2.016063

ZernikeMagnitude_5_3

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.369	0.8682	-5.785	-5.392	-4.810	-4.295	-3.831	-3.454	-3.230

lowest :	-8.964802	-8.791251	-8.755010	-8.422312	-8.330902
highest:	-2.331449	-2.306068	-2.269361	-2.173614	-2.159497

ZernikeMagnitude_5_5

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.651	0.8062	-5.962	-5.615	-5.064	-4.569	-4.138	-3.811	-3.612

lowest :	-8.694636	-8.672300	-8.577175	-8.565189	-8.534092
highest:	-2.859107	-2.849791	-2.848777	-2.844426	-2.802852

ZernikeMagnitude_6_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-2.51	0.2841	-2.938	-2.834	-2.681	-2.509	-2.342	-2.193	-2.098

lowest :	-3.252318	-3.251311	-3.242578	-3.228013	-3.224197
highest:	-1.669370	-1.647683	-1.609704	-1.601036	-1.582307

ZernikeMagnitude_6_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.541	0.8895	-5.939	-5.561	-5.019	-4.496	-4.014	-3.573	-3.304

lowest :	-8.392356	-7.868960	-7.819897	-7.802972	-7.725964
highest:	-2.378376	-2.313742	-2.298790	-2.192499	-2.165325

ZernikeMagnitude_6_4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.564	0.9019	-6.009	-5.582	-5.042	-4.513	-4.023	-3.599	-3.321

lowest :	-8.928611	-8.868654	-8.816412	-8.000149	-7.981174
highest:	-2.345672	-2.286916	-2.246099	-2.182691	-1.955298

ZernikeMagnitude_6_6

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.468	0.8228	-5.791	-5.421	-4.900	-4.391	-3.947	-3.596	-3.391

lowest :	-9.085646	-8.837640	-8.244106	-8.236092	-8.084440
highest:	-2.646608	-2.642979	-2.628383	-2.533326	-2.272331

ZernikeMagnitude_7_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.846	0.853	-6.192	-5.840	-5.292	-4.783	-4.333	-3.940	-3.709

lowest :	-8.763567	-8.648032	-8.483056	-8.340971	-8.217151
highest:	-2.649710	-2.635884	-2.586230	-2.537534	-2.520950

ZernikeMagnitude_7_3

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.83	0.8533	-6.201	-5.807	-5.296	-4.772	-4.302	-3.913	-3.678

lowest :	-9.098848	-9.004785	-8.757461	-8.573301	-8.278617
highest:	-2.761917	-2.748061	-2.721033	-2.649043	-2.635109

ZernikeMagnitude_7_5

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.919	0.8383	-6.278	-5.915	-5.359	-4.844	-4.398	-4.035	-3.815

lowest :	-9.171550	-9.049231	-8.842909	-8.396031	-8.207513
highest:	-2.958065	-2.936721	-2.936658	-2.910614	-2.793658

ZernikeMagnitude_7_7

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-5.15	0.8064	-6.482	-6.087	-5.557	-5.075	-4.642	-4.304	-4.119

lowest :	-9.789897	-9.604868	-8.807780	-8.719873	-8.644592
highest:	-3.415671	-3.413000	-3.344457	-3.319289	-3.303783

ZernikeMagnitude_8_0

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-2.604	0.2496	-2.982	-2.895	-2.751	-2.598	-2.455	-2.330	-2.256

lowest :	-3.295700	-3.257097	-3.253547	-3.226186	-3.224806
highest:	-1.843046	-1.833762	-1.832318	-1.788835	-1.783162

ZernikeMagnitude_8_2

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.992	0.8643	-6.388	-6.025	-5.447	-4.913	-4.452	-4.080	-3.862

lowest :	-9.514382	-9.511992	-8.934977	-8.639664	-8.486135
highest:	-2.882693	-2.872163	-2.772342	-2.703854	-2.662849

ZernikeMagnitude_8_4

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-5.01	0.8648	-6.393	-6.008	-5.467	-4.937	-4.494	-4.110	-3.856

lowest :	-8.880323	-8.873301	-8.801430	-8.771349	-8.565142
highest:	-2.723426	-2.686897	-2.585524	-2.567053	-2.484446

ZernikeMagnitude_8_6

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-5.042	0.8357	-6.358	-5.988	-5.475	-4.985	-4.542	-4.153	-3.922

lowest :	-9.419460	-9.243122	-8.724505	-8.602903	-8.558752
highest:	-2.784755	-2.767962	-2.746359	-2.684419	-2.297850

ZernikeMagnitude_8_8

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-4.902	0.8214	-6.240	-5.862	-5.337	-4.820	-4.393	-4.032	-3.822

lowest :	-8.609095	-8.351555	-8.286998	-8.153291	-8.119029
highest:	-3.071398	-3.065121	-3.023909	-2.899291	-2.633607

ZernikeMagnitude_9_1

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-5.251	0.8476	-6.621	-6.217	-5.699	-5.180	-4.731	-4.352	-4.146

lowest :	-10.724007	-10.005381	-9.676335	-9.060273	-9.011679
highest:	-3.102925	-3.089325	-2.960880	-2.878811	-2.831503

ZernikeMagnitude_9_3

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-5.208	0.8207	-6.554	-6.183	-5.620	-5.131	-4.698	-4.342	-4.140

lowest :	-9.360041	-9.238177	-8.971598	-8.954959	-8.805979
highest:	-3.198469	-3.110538	-3.073589	-3.029982	-2.987248

ZernikeMagnitude_9_5

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-5.245	0.8265	-6.590	-6.209	-5.675	-5.167	-4.741	-4.366	-4.163

lowest :	-9.294482	-9.035873	-8.886916	-8.773013	-8.749784
highest:	-3.279503	-3.267320	-3.128692	-3.085426	-3.075684

ZernikeMagnitude_9_7

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-5.306	0.8052	-6.639	-6.260	-5.705	-5.235	-4.811	-4.458	-4.241

lowest :	-10.006959	-9.399438	-8.919111	-8.773990	-8.441476
highest:	-3.485856	-3.475993	-3.474008	-3.369610	-3.228556

ZernikeMagnitude_9_9

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-5.514	0.8262	-6.870	-6.490	-5.936	-5.435	-5.001	-4.639	-4.431

lowest :	-9.441728	-9.401584	-9.363191	-9.272641	-9.239595
highest:	-3.820009	-3.795853	-3.789521	-3.774793	-3.769736

ZernikePhase_1_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.1244    2.083  -2.8439  -2.4459  -1.3549 
      .50      .75      .90      .95 
   0.1307   1.7450   2.5721   2.8480

lowest :	-3.141191	-3.140775	-3.139064	-3.138669	-3.138621
highest:	3.137378	3.137667	3.138911	3.139021	3.140595

ZernikePhase_2_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.03056    1.987  -2.7677  -2.3704  -1.4467 
      .50      .75      .90      .95 
  -0.1391   1.4252   2.3903   2.7067

lowest :	-3.141437	-3.140997	-3.140480	-3.139470	-3.137274
highest:	3.134438	3.135486	3.136245	3.138512	3.140316

ZernikePhase_3_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.05402    2.092 -2.82734 -2.49743 -1.45062 
      .50      .75      .90      .95 
  0.02288  1.67553  2.52423  2.82441

lowest :	-3.139677	-3.138131	-3.137543	-3.136002	-3.135532
highest:	3.134174	3.134373	3.135287	3.140739	3.141395

ZernikePhase_3_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.06008    2.152  -2.8738  -2.5905  -1.7262 
      .50      .75      .90      .95 
  -0.0977   1.6075   2.5083   2.8280

lowest :	-3.138987	-3.137117	-3.136794	-3.135607	-3.134405
highest:	3.139396	3.139809	3.139840	3.140563	3.141403

ZernikePhase_4_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.04503    2.151 -2.82921 -2.50840 -1.64193 
      .50      .75      .90      .95 
  0.05837  1.73731  2.57180  2.85109

lowest :	-3.139581	-3.139205	-3.138987	-3.138723	-3.136560
highest:	3.132217	3.133943	3.134313	3.134423	3.138343

ZernikePhase_4_4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.03705    2.171 -2.85833 -2.59440 -1.65781 
      .50      .75      .90      .95 
  0.06635  1.69243  2.59293  2.87777

lowest :	-3.141530	-3.141083	-3.140780	-3.140532	-3.139667
highest:	3.137564	3.139274	3.139404	3.140192	3.140250

ZernikePhase_5_1

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      5907         1 -0.007452     2.149  -2.83793  -2.55235 
       .25       .50       .75       .90       .95 
  -1.63134  -0.07935   1.67117   2.57728   2.87134

lowest :	-3.141243	-3.141152	-3.139050	-3.138920	-3.137999
highest:	3.138809	3.139788	3.140457	3.141176	3.141371

ZernikePhase_5_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.03806    2.068 -2.78453 -2.49483 -1.58036 
      .50      .75      .90      .95 
 -0.09188  1.53923  2.47814  2.80525

lowest :	-3.140530	-3.137184	-3.136900	-3.135754	-3.133670
highest:	3.133401	3.134572	3.135217	3.136344	3.139357

ZernikePhase_5_5

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.05414    2.085 -2.83211 -2.48797 -1.45372 
      .50      .75      .90      .95 
  0.06723  1.62648  2.55366  2.84871

lowest :	-3.140286	-3.140194	-3.139932	-3.139838	-3.139588
highest:	3.134692	3.134971	3.137933	3.139637	3.140825

ZernikePhase_6_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 0.008819    2.102 -2.82295 -2.52027 -1.54489 
      .50      .75      .90      .95 
 -0.02284  1.60851  2.53064  2.83962

lowest :	-3.141528	-3.141389	-3.140985	-3.140777	-3.140679
highest:	3.135145	3.136831	3.137941	3.138265	3.138789

ZernikePhase_6_4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.06386    2.074  -2.8325  -2.4985  -1.5013 
      .50      .75      .90      .95 
   0.1783   1.6001   2.4679   2.7807

lowest :	-3.140668	-3.139270	-3.137724	-3.137147	-3.135964
highest:	3.138663	3.138784	3.138946	3.140370	3.140956

ZernikePhase_6_6

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.05073    2.063 -2.79099 -2.53542 -1.59701 
      .50      .75      .90      .95 
 -0.04338  1.42913  2.42773  2.77288

lowest :	-3.141435	-3.140269	-3.140098	-3.139543	-3.138400
highest:	3.136084	3.136502	3.137207	3.138404	3.139062

ZernikePhase_7_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.05266    2.091 -2.81620 -2.48437 -1.47475 
      .50      .75      .90      .95 
  0.01806  1.69053  2.49668  2.79991

lowest :	-3.140635	-3.139304	-3.138783	-3.137698	-3.136463
highest:	3.135764	3.135959	3.136039	3.136865	3.140607

ZernikePhase_7_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.0722    2.107  -2.8308  -2.4954  -1.4887 
      .50      .75      .90      .95 
   0.1065   1.6545   2.5766   2.8425

lowest :	-3.140643	-3.139644	-3.138686	-3.138500	-3.137548
highest:	3.139055	3.139220	3.139294	3.139824	3.140882

ZernikePhase_7_5

         n   missing  distinct      Info      Mean       Gmd       .05       .10 
      5907         0      5907         1   0.00289     2.047 -2.791860 -2.440536 
       .25       .50       .75       .90       .95 
 -1.506060  0.001413  1.479237  2.500298  2.837567

lowest :	-3.141347	-3.140183	-3.139958	-3.138361	-3.131473
highest:	3.136510	3.137553	3.137690	3.139291	3.140840

ZernikePhase_7_7

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.01587     2.09 -2.79186 -2.50242 -1.61338 
      .50      .75      .90      .95 
 -0.02627  1.58149  2.48440  2.79878

lowest :	-3.139841	-3.138708	-3.138689	-3.138216	-3.134728
highest:	3.136979	3.138398	3.139791	3.140075	3.140526

ZernikePhase_8_2

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.07217    2.086  -2.7910  -2.5041  -1.6595 
      .50      .75      .90      .95 
  -0.1497   1.5078   2.4602   2.7911

lowest :	-3.138572	-3.137811	-3.136852	-3.136136	-3.134797
highest:	3.139383	3.140366	3.140557	3.140627	3.141066

ZernikePhase_8_4

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 -0.09336    2.097  -2.8495  -2.5859  -1.6720 
      .50      .75      .90      .95 
  -0.1325   1.4684   2.4866   2.7998

lowest :	-3.141391	-3.141094	-3.140879	-3.139941	-3.139505
highest:	3.136767	3.139077	3.139158	3.139599	3.141024

ZernikePhase_8_6

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.0552    2.107 -2.80201 -2.47786 -1.55112 
      .50      .75      .90      .95 
  0.08902  1.65333  2.54332  2.85858

lowest :	-3.140900	-3.140331	-3.139318	-3.137865	-3.137645
highest:	3.136882	3.137087	3.138362	3.140087	3.141585

ZernikePhase_8_8

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.03166    2.079 -2.82406 -2.50509 -1.55816 
      .50      .75      .90      .95 
  0.09117  1.54415  2.51133  2.82366

lowest :	-3.140522	-3.139522	-3.138854	-3.137741	-3.136841
highest:	3.139100	3.140668	3.140698	3.141102	3.141506

ZernikePhase_9_1

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  0.06971    2.119  -2.8024  -2.4683  -1.5414 
      .50      .75      .90      .95 
   0.1047   1.7007   2.5447   2.8563

lowest :	-3.140175	-3.140166	-3.139984	-3.137271	-3.136001
highest:	3.134681	3.138664	3.139472	3.141134	3.141259

ZernikePhase_9_3

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1 0.002969    2.113 -2.86935 -2.56310 -1.56720 
      .50      .75      .90      .95 
 -0.02595  1.62617  2.51664  2.80896

lowest :	-3.140778	-3.140732	-3.140196	-3.139340	-3.138815
highest:	3.137741	3.139022	3.139179	3.139676	3.141010

ZernikePhase_9_5

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.0397    2.132 -2.82584 -2.51867 -1.59756 
      .50      .75      .90      .95 
  0.04656  1.68621  2.57283  2.84184

lowest :	-3.139517	-3.139473	-3.136501	-3.134342	-3.132037
highest:	3.133922	3.136425	3.138917	3.139194	3.141509

ZernikePhase_9_7

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5907          1 -0.0005276      2.098   -2.81597 
        .10        .25        .50        .75        .90        .95 
   -2.49296   -1.56395   -0.02506    1.55414    2.51909    2.83113

lowest :	-3.141083	-3.141042	-3.140096	-3.138750	-3.135550
highest:	3.134206	3.138183	3.138722	3.139790	3.140495

ZernikePhase_9_9

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.0581    2.079 -2.82764 -2.48815 -1.48588 
      .50      .75      .90      .95 
  0.09004  1.62013  2.50543  2.81633

lowest :	-3.140494	-3.139697	-3.138558	-3.137142	-3.132421
highest:	3.137641	3.138903	3.139139	3.139177	3.139271

AngularSecondMoment_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	3932	1	-5.515	0.5675	-6.386	-6.186	-5.847	-5.475	-5.159	-4.883	-4.755

lowest :	-7.485641	-7.313693	-7.283911	-7.276288	-7.271037
highest:	-3.907779	-3.561159	-3.517507	-3.446660	-3.374417

AngularSecondMoment_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	3613	1	-5.422	0.6093	-6.357	-6.140	-5.777	-5.389	-5.054	-4.737	-4.587

lowest :	-7.505200	-7.359288	-7.280695	-7.272694	-7.266433
highest:	-3.784190	-3.772325	-3.706039	-3.643549	-3.583519

AngularSecondMoment_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	3933	1	-5.511	0.5702	-6.390	-6.189	-5.845	-5.472	-5.151	-4.872	-4.737

lowest :	-7.531612	-7.328716	-7.327343	-7.278640	-7.261739
highest:	-4.130763	-4.078584	-3.756100	-3.666852	-3.384055

AngularSecondMoment_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	3582	1	-5.41	0.6143	-6.353	-6.138	-5.770	-5.379	-5.035	-4.719	-4.562

lowest :	-7.484608	-7.312897	-7.291847	-7.255960	-7.251086
highest:	-3.920952	-3.871201	-3.871201	-3.767652	-3.582833

Contrast_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5902	1	6.238	0.755	5.166	5.418	5.804	6.219	6.663	7.120	7.369

lowest : 3.231722 3.450671 3.455128 3.629843 3.656455 , highest: 8.469213 8.510731 8.525836 8.609867 8.989627

Contrast_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5906	1	6.565	0.8627	5.316	5.614	6.064	6.547	7.083	7.549	7.829

lowest : 3.503371 3.567653 3.619451 3.660584 3.723223 , highest: 8.878169 8.962869 8.978431 8.993432 8.997951

Contrast_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5900	1	6.227	0.7698	5.143	5.392	5.764	6.204	6.683	7.118	7.376

lowest : 3.573254 3.580192 3.592211 3.616080 3.622364 , highest: 8.347864 8.384734 8.422326 8.453446 8.497812

Contrast_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5902	1	6.62	0.8777	5.308	5.647	6.111	6.624	7.146	7.616	7.890

lowest : 3.456243 3.508882 3.685217 3.735836 3.800418 , highest: 8.804858 8.819446 8.860948 8.944239 9.077688

Correlation_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	0.5403	0.2394	0.1242	0.2389	0.4171	0.5705	0.6996	0.7925	0.8350

lowest :	-0.3838367	-0.3470170	-0.3439938	-0.3418434	-0.3027138
highest:	0.9515965	0.9529674	0.9563109	0.9635142	0.9645022

Correlation_2_01_256

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.3667   0.2991 -0.08914  0.01777  0.18839 
      .50      .75      .90      .95 
  0.38385  0.56387  0.70290  0.77166

lowest :	-0.6933048	-0.6027348	-0.5747121	-0.5708584	-0.5681000
highest:	0.9428548	0.9446486	0.9497224	0.9686087	0.9704460

Correlation_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	0.5445	0.2365	0.1332	0.2476	0.4219	0.5723	0.7003	0.7945	0.8443

lowest :	-0.5121104	-0.4061096	-0.3381626	-0.3231540	-0.2880184
highest:	0.9579580	0.9588917	0.9665735	0.9745039	0.9832786

Correlation_2_03_256

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1   0.3385   0.3008 -0.12658 -0.01992  0.16279 
      .50      .75      .90      .95 
  0.35325  0.53595  0.67155  0.74622

lowest :	-0.7504466	-0.7059834	-0.6060307	-0.6055460	-0.5716723
highest:	0.9207999	0.9315731	0.9331783	0.9610662	0.9636647

DifferenceEntropy_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5887	1	5.133	0.4326	4.479	4.652	4.897	5.145	5.395	5.616	5.730

lowest : 3.288111 3.422046 3.468976 3.513011 3.554270 , highest: 6.262751 6.266091 6.289026 6.294316 6.327096

DifferenceEntropy_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5860	1	5.248	0.4873	4.513	4.699	4.976	5.260	5.541	5.796	5.929

lowest : 3.189898 3.580631 3.588313 3.600529 3.657042 , highest: 6.431337 6.514312 6.514604 6.544478 6.648373

DifferenceEntropy_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5886	1	5.123	0.439	4.473	4.633	4.870	5.124	5.389	5.621	5.746

lowest : 3.368580 3.545111 3.549218 3.575958 3.604637 , highest: 6.215270 6.229063 6.331999 6.380476 6.501453

DifferenceEntropy_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5850	1	5.267	0.4942	4.505	4.715	4.989	5.287	5.561	5.823	5.963

lowest : 3.473005 3.544087 3.548438 3.576207 3.623754 , highest: 6.497781 6.530856 6.546113 6.586810 6.612190

DifferenceVariance_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5900	1	-8.784	0.5336	-9.487	-9.372	-9.123	-8.813	-8.510	-8.192	-7.942

lowest :	-10.079540	-10.075432	-10.065280	-10.040770	-10.028722
highest:	-6.450717	-6.405816	-6.404559	-6.266354	-6.049914

DifferenceVariance_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5898	1	-8.892	0.5657	-9.662	-9.514	-9.242	-8.923	-8.588	-8.258	-8.041

lowest :	-10.433780	-10.277334	-10.248216	-10.202159	-10.199313
highest:	-6.538030	-6.405754	-6.327206	-6.298429	-6.237420

DifferenceVariance_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5900	1	-8.776	0.5333	-9.497	-9.364	-9.116	-8.801	-8.493	-8.187	-7.963

lowest :	-10.295609	-10.076152	-10.050400	-9.987709	-9.949060
highest:	-6.471609	-6.453304	-6.266976	-6.249127	-6.235600

DifferenceVariance_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5897	1	-8.909	0.574	-9.688	-9.547	-9.265	-8.939	-8.597	-8.269	-8.043

lowest :	-10.367351	-10.282300	-10.277620	-10.277475	-10.251995
highest:	-6.488259	-6.446422	-6.411028	-6.397267	-6.162265

Entropy_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4712	1	8.009	0.826	6.898	7.078	7.486	7.942	8.491	8.984	9.282

lowest :	5.887374	5.929812	6.014997	6.102747	6.195296
highest:	10.591419	10.617414	10.639459	10.708526	10.865293

Entropy_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4426	1	7.864	0.8892	6.652	6.866	7.324	7.807	8.382	8.908	9.232

lowest :	5.169925	5.393127	5.426609	5.459432	5.640224
highest:	10.558625	10.568258	10.676167	10.693096	10.881996

Entropy_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4762	1	8.002	0.8306	6.878	7.066	7.473	7.934	8.491	8.994	9.286

lowest :	6.014091	6.058814	6.070442	6.116349	6.197475
highest:	10.589587	10.643289	10.669298	10.721460	10.942535

Entropy_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	4344	1	7.847	0.896	6.604	6.832	7.297	7.798	8.374	8.906	9.226

lowest :	5.584963	5.700440	5.779094	5.832273	5.840224
highest:	10.517147	10.611581	10.625503	10.692664	10.850472

InfoMeas1_2_00_256

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6527   0.1093  -0.7875  -0.7683  -0.7247 
      .50      .75      .90      .95 
  -0.6669  -0.5967  -0.5196  -0.4682

lowest :	-0.8768889	-0.8699502	-0.8654128	-0.8640108	-0.8639263
highest:	-0.2330427	-0.2199760	-0.2141414	-0.2054218	-0.1914078

InfoMeas1_2_01_256

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6714   0.1163  -0.8159  -0.7927  -0.7487 
      .50      .75      .90      .95 
  -0.6843  -0.6113  -0.5314  -0.4759

lowest :	-0.9891374	-0.9528245	-0.9171349	-0.9063047	-0.9038496
highest:	-0.2157240	-0.2117548	-0.1958275	-0.1868456	-0.1625887

InfoMeas1_2_02_256

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6538   0.1101  -0.7920  -0.7697  -0.7256 
      .50      .75      .90      .95 
  -0.6675  -0.5966  -0.5197  -0.4684

lowest :	-0.9037536	-0.8924814	-0.8900803	-0.8900658	-0.8848400
highest:	-0.2143032	-0.2137844	-0.2117642	-0.1831198	-0.1765736

InfoMeas1_2_03_256

        n  missing distinct     Info     Mean      Gmd      .05      .10      .25 
     5907        0     5907        1  -0.6742   0.1174  -0.8238  -0.7997  -0.7489 
      .50      .75      .90      .95 
  -0.6873  -0.6135  -0.5344  -0.4790

lowest :	-0.9602475	-0.9377604	-0.9272764	-0.9176081	-0.9168663
highest:	-0.2292496	-0.2163855	-0.2149810	-0.2093606	-0.1919084

InfoMeas2_2_00_256

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5903          1 -0.0008714   0.001405 -3.045e-03 
        .10        .25        .50        .75        .90        .95 
 -1.348e-03 -4.538e-04 -1.692e-04 -7.122e-05 -3.930e-05 -2.952e-05

lowest :	-9.812263e-02	-8.202445e-02	-7.923423e-02	-6.381540e-02	-6.345942e-02
highest:	-1.203780e-05	-1.163762e-05	-1.126988e-05	-1.104830e-05	-1.069835e-05

InfoMeas2_2_01_256

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5900          1 -0.0008187   0.001351 -2.679e-03 
        .10        .25        .50        .75        .90        .95 
 -1.199e-03 -3.867e-04 -1.426e-04 -5.842e-05 -3.152e-05 -2.328e-05

lowest :	-1.278383e-01	-9.870071e-02	-9.651897e-02	-7.650473e-02	-6.362230e-02
highest:	-9.456428e-06	-9.410635e-06	-8.560645e-06	-7.498627e-06	-7.189973e-06

InfoMeas2_2_02_256

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5905          1  -0.000863   0.001391 -3.062e-03 
        .10        .25        .50        .75        .90        .95 
 -1.347e-03 -4.485e-04 -1.716e-04 -7.051e-05 -3.841e-05 -2.868e-05

lowest :	-1.121901e-01	-1.004554e-01	-8.470869e-02	-7.857125e-02	-5.984330e-02
highest:	-1.244425e-05	-1.076265e-05	-9.968161e-06	-9.449693e-06	-9.392768e-06

InfoMeas2_2_03_256

          n    missing   distinct       Info       Mean        Gmd        .05 
       5907          0       5903          1 -0.0007994   0.001321 -2.601e-03 
        .10        .25        .50        .75        .90        .95 
 -1.160e-03 -3.810e-04 -1.380e-04 -5.587e-05 -2.974e-05 -2.276e-05

lowest :	-9.393582e-02	-7.876834e-02	-7.718261e-02	-7.443073e-02	-6.860210e-02
highest:	-7.642403e-06	-6.553552e-06	-6.273554e-06	-6.153540e-06	-6.060566e-06

InverseDifferenceMoment_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-2.92	0.5313	-3.790	-3.513	-3.179	-2.878	-2.608	-2.386	-2.235

lowest :	-6.140234	-6.088293	-5.589113	-5.515164	-5.389202
highest:	-1.238250	-1.133265	-1.111470	-1.051391	-0.902389

InverseDifferenceMoment_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-1.761	0.1749	-2.022	-1.952	-1.856	-1.760	-1.665	-1.569	-1.510

lowest :	-2.4048815	-2.3946794	-2.3547820	-2.3159691	-2.3045288
highest:	-1.1397341	-1.1379356	-1.1280333	-1.1101502	-0.9914681

InverseDifferenceMoment_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-1.705	0.1643	-1.947	-1.886	-1.794	-1.704	-1.616	-1.526	-1.466

lowest :	-2.303897	-2.294567	-2.287443	-2.271483	-2.263646
highest:	-1.070779	-1.056795	-1.049701	-1.046564	-1.018398

InverseDifferenceMoment_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	-1.771	0.18	-2.038	-1.972	-1.870	-1.770	-1.673	-1.573	-1.508

lowest :	-2.341286	-2.338291	-2.327822	-2.313031	-2.311968
highest:	-1.123153	-1.118363	-1.109430	-1.075657	-1.068814

SumAverage_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5893	1	236.8	77.99	137.6	160.2	191.7	223.6	269.6	344.3	392.5

lowest :	41.50649	43.28879	45.78571	45.81111	47.79157
highest:	446.41000	446.89062	448.41509	452.89076	455.52688

SumAverage_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5895	1	236.8	78.46	137.0	159.8	191.4	223.3	268.8	344.6	394.0

lowest :	41.22727	42.51691	45.44545	45.77381	47.06542
highest:	446.26875	448.66667	452.41818	452.50526	454.83784

SumAverage_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5893	1	236.7	77.96	137.8	160.2	191.6	223.3	269.3	344.1	390.6

lowest :	41.11429	42.40741	45.45238	45.50455	46.95238
highest:	443.25641	446.80682	448.35294	451.22680	454.56098

SumAverage_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5885	1	236.8	78.39	136.8	160.1	191.3	223.2	269.8	345.5	392.6

lowest :	40.52273	42.67822	45.09859	45.21196	47.06452
highest:	447.77833	448.18519	448.45556	452.61842	454.89623

SumEntropy_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5694	1	6.261	0.6162	5.382	5.556	5.890	6.259	6.633	6.971	7.149

lowest : 4.099088 4.449590 4.450244 4.479143 4.479184 , highest: 7.969905 7.986026 8.051878 8.084024 8.102864

SumEntropy_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5607	1	6.126	0.6519	5.186	5.392	5.738	6.127	6.512	6.868	7.076

lowest : 3.745406 3.806239 4.055958 4.095795 4.169925 , highest: 7.950890 7.983264 8.011552 8.060282 8.071543

SumEntropy_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5699	1	6.257	0.6187	5.380	5.550	5.892	6.259	6.625	6.964	7.154

lowest : 4.104824 4.300328 4.310713 4.380604 4.392504 , highest: 8.001380 8.011068 8.066524 8.107520 8.122921

SumEntropy_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5598	1	6.109	0.6567	5.156	5.361	5.713	6.107	6.509	6.850	7.060

lowest : 4.187889 4.233619 4.238901 4.251629 4.271371 , highest: 7.949043 7.976881 7.991234 8.054609 8.069538

SumVariance_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	7.555	1.037	5.868	6.361	6.992	7.633	8.219	8.677	8.907

lowest : 3.797183 3.867074 3.876420 4.081304 4.116446 , highest: 9.686124 9.706609 9.726063 9.775705 9.933033

SumVariance_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	7.417	1.051	5.750	6.231	6.823	7.488	8.086	8.569	8.838

lowest : 3.105135 3.743749 3.744647 3.790067 3.935414 , highest: 9.657459 9.714800 9.717695 9.767493 9.811455

SumVariance_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	7.558	1.033	5.877	6.398	7.004	7.625	8.217	8.682	8.918

lowest : 3.638466 3.679556 3.777452 3.820572 3.909456 , highest: 9.773908 9.786510 9.826834 9.846062 9.864210

SumVariance_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	7.397	1.045	5.763	6.206	6.808	7.457	8.067	8.545	8.788

lowest : 3.674805 3.685262 3.829884 3.831397 3.868336 , highest: 9.667454 9.708377 9.729129 9.762276 9.870275

Variance_2_00_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	6.44	0.9339	4.979	5.376	5.922	6.492	7.046	7.463	7.679

lowest : 3.067565 3.113188 3.121750 3.136796 3.146340 , highest: 8.388756 8.425975 8.468072 8.472936 8.571238

Variance_2_01_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	6.433	0.9393	4.953	5.371	5.906	6.481	7.045	7.467	7.688

lowest : 2.669752 3.034273 3.069339 3.123060 3.141905 , highest: 8.467770 8.480030 8.486004 8.491711 8.617339

Variance_2_02_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	6.441	0.9354	4.960	5.375	5.918	6.486	7.049	7.467	7.689

lowest : 2.955174 3.033224 3.054508 3.107958 3.115130 , highest: 8.437543 8.444073 8.465346 8.468163 8.638637

Variance_2_03_256

n	missing	distinct	Info	Mean	Gmd	.05	.10	.25	.50	.75	.90	.95
5907	0	5907	1	6.434	0.9381	4.947	5.369	5.916	6.477	7.039	7.468	7.686

lowest : 3.072710 3.083952 3.090818 3.113389 3.148158 , highest: 8.396417 8.420741 8.491702 8.514203 8.601800

Perform PCA and Correlation

featureDataAllNormlized=featureDataPcaAll(featureDataAllNormlized)

PCA: Propotion of Variance Explained

By Feature Type

pList=list()
for (reductionName in c("AreaShape","Granularity"  ,"Intensity","Neighbors", "RadialDistribution" ,"Texture"  )){
  pList[[reductionName]]=plotPcaBarplot(featureDataAllNormlized,reductionName=reductionName)+ggtitle(reductionName)
}

#show plots in pList by patchwork package
patchwork::wrap_plots(pList,ncol=2)

#patchwork::wrap_plots(pList,ncol=2,guides='collect')&scale_fill_gradientn(colors = color_palette,limits=c(0,30))

By Cell Type

pList=list()
for (reductionName in c("mesangial","PEC", "podocyte" ,"ALL"  )){
  pList[[reductionName]]=plotPcaBarplot(featureDataAllNormlized,reductionName=reductionName)+ggtitle(reductionName)
}
patchwork::wrap_plots(pList,ncol=2)

PCA: Correlation of PCs in different cell

By Feature Type

# names(featureDataAllNormlized[["Reductions"]])
# 
# reductionName="Texture"
# temp1=featureDataAllNormlized[["Reductions"]][[reductionName]]$cell.embeddings[,3]
# 
# reductionName="podocyte_Texture"
# temp2=featureDataAllNormlized[["Reductions"]][[reductionName]]$cell.embeddings[,3]

plotPCsByCellType(featureDataAllNormlized,reductionName="AreaShape")

plotPCsByCellType(featureDataAllNormlized,reductionName="Granularity")

plotPCsByCellType(featureDataAllNormlized,reductionName="Intensity")

plotPCsByCellType(featureDataAllNormlized,reductionName="Neighbors")

plotPCsByCellType(featureDataAllNormlized,reductionName="RadialDistribution")

plotPCsByCellType(featureDataAllNormlized,reductionName="Texture")

All Features together

plotPCsByCellType(featureDataAllNormlized,reductionName="ALL",reductionNameToComp=c("mesangial","PEC" ,"podocyte"),PCs=1:9)

# plotPCsByCellType(featureDataAllNormlized,reductionName="ALL",reductionNameToComp=c("AreaShape","Granularity" ,"Intensity"),PCs=1:4)

PCA: Loading of PCs in different cell

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="AreaShape")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="Granularity")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="Intensity")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="Neighbors")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="RadialDistribution")

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="Texture")

All Features together

plotPCsLoadingByCellType(featureDataAllNormlized,reductionName="ALL",reductionNameToComp=c("mesangial","PEC" ,"podocyte"),PCs=1:9)

Feature Correlation Heatmap

plotCorHeatmap(featureDataAllNormlized,PCs=1:4)

plotCorHeatmap(featureDataAllNormlized,reductionName="podocyte",PCs=1:4)

plotCorHeatmap(featureDataAllNormlized,reductionName="Intensity",PCs=1:4)

plotCorHeatmap(featureDataAllNormlized,reductionName="podocyte_Intensity",PCs=1:4)